{"id":"W4413541323","doi":"10.64628/aam.edhyxe6ft","title":"Canada’s treatment of internationally trained physicians exacerbates the health-care crisis","year":2024,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Political science; Health care; Medicine; Family medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008782118,0.0006122502,0.0006018001,0.001803091,0.02650616,0.01039691,0.003585478,0.02295043,0.02207092],"category_scores_gemma":[0.02496359,0.0006757987,0.00105937,0.002417832,0.0114573,0.00329623,0.007203053,0.02909746,0.001476221],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07492314,"about_ca_system_score_gemma":0.2750486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.936065,"about_ca_topic_score_gemma":0.981397,"domain_scores_codex":[0.9840981,0.001500379,0.0003782296,0.0008162042,0.005371865,0.007835105],"domain_scores_gemma":[0.9436802,0.006111916,0.0024081,0.000737371,0.01102057,0.0360419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006680897,0.0001513312,0.01009933,0.0001695696,0.0000503462,0.001277607,0.007416009,0.0004409861,0.0006240774,0.0719339,0.872858,0.03491195],"study_design_scores_gemma":[0.0001063007,0.00008309677,0.02418229,0.0006718471,0.00003707521,0.0005337626,0.01860375,0.0005066079,0.0002626892,0.007790219,0.9470955,0.00012684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01369399,0.001675933,0.0003155854,0.943904,0.006282211,0.00002625394,0.0001284906,0.00003583772,0.03393772],"genre_scores_gemma":[0.1490918,0.002311978,0.0009312862,0.7904671,0.003793984,0.0000411216,0.0001428509,0.0001340903,0.05308584],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9250768,"threshold_uncertainty_score":0.543608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03287895859047915,"score_gpt":0.4105322820752452,"score_spread":0.3776533234847661,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}